{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:19.712028Z",
     "start_time": "2025-09-03T11:04:19.706931Z"
    }
   },
   "source": [
    "# 导入模块\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:19.911575Z",
     "start_time": "2025-09-03T11:04:19.752860Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "38642eecfde4f826",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 7.2 设置折线图的颜色、透明度、线宽、线型",
   "id": "cc47f56e0a9364bf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:20.075802Z",
     "start_time": "2025-09-03T11:04:19.935778Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3) \n",
    "plt.show()"
   ],
   "id": "4e062deef3fec662",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:20.246842Z",
     "start_time": "2025-09-03T11:04:20.098822Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#折点样式\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o') #marker为点的形状\n",
    "plt.show()"
   ],
   "id": "f6bd7a08a963f98b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:20.583741Z",
     "start_time": "2025-09-03T11:04:20.288089Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.4设置的图片的大小和保存\n",
    "\n",
    "import random\n",
    "# x = list(range(2,26,2)) # x轴的位置\n",
    "x=range(2,26,2)\n",
    "print(x)\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "#设置画布\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('t1.png') #保存图片\n",
    "plt.savefig('t1.svg') #保存矢量图"
   ],
   "id": "419f7377b5996382",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "range(2, 26, 2)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:20.898611Z",
     "start_time": "2025-09-03T11:04:20.625943Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.5 绘制x轴和y轴的刻度\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x] \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 构造x轴刻度标签\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [f\"{i}:00\" for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation = 45) #rotation = 45 让字旋转45度\n",
    "\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "print(y_ticks_label)\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "8c2c0a245f2fbcaa",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['17℃', '18℃', '19℃', '20℃', '21℃', '22℃', '23℃', '24℃', '25℃', '26℃', '27℃', '28℃', '29℃', '30℃']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:21.197884Z",
     "start_time": "2025-09-03T11:04:20.923117Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.6设置显示中文\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) \n",
    "plt.xlabel('时间',rotation=45,fontproperties=my_font)\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "29ba9437ba79219c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:21.487310Z",
     "start_time": "2025-09-03T11:04:21.225505Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.7一图多线\n",
    "\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )  # 设置画布大小\n",
    "plt.plot( x, y1, color='red', label='自己' )#折线图的label属性设置折线图的名称，通过ledend()方法设置图例\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) # 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper left' )\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "eb01ecbaed2c672c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:21.955122Z",
     "start_time": "2025-09-03T11:04:21.540968Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.8拓展（一图多个坐标系子图）\n",
    "import numpy as np\n",
    "\n",
    "x  =  np.arange(1,  100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1] \n",
    "ax3=axes[1,0] \n",
    "ax4=axes[1,1]\n",
    "\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80) #作图1\n",
    "ax1.plot(x, x) # 作 图 2 \n",
    "ax2.plot(x, -x) #作图3\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图4\n",
    "ax4.plot(x, np.log(x)) \n",
    "plt.show()"
   ],
   "id": "ac5cc657dce6147",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:22.363518Z",
     "start_time": "2025-09-03T11:04:21.997849Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3=fig.add_subplot(2,2,2) \n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x)) \n",
    "# 新 建 子 图 4\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x) \n",
    "plt.show()"
   ],
   "id": "5b7623a097dd6832",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8.绘制散点图",
   "id": "1a135ee49f5d2c83"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:22.619460Z",
     "start_time": "2025-09-03T11:04:22.415465Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 )\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "#::3 表示每隔3个显示一个刻度\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=0.4 )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "d54aceae13b4efcb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9.绘制条形图",
   "id": "8e57c0ea4a9cddce"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:04:49.938721Z",
     "start_time": "2025-09-03T11:04:49.736902Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_font =  font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布大小\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r') # 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形的高度\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,'%.2f'%height,ha='center',va='bottom',fontproperties=my_font) # 设置条形的数值\n",
    "\n",
    "plt.show()"
   ],
   "id": "86c292d289d31524",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10 直方图",
   "id": "293fe46528d9cd50"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:05:23.539561Z",
     "start_time": "2025-09-03T11:05:23.530136Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "# 创建画布\n",
    "\n"
   ],
   "id": "9bb27ec6cc740e06",
   "outputs": [],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T11:29:06.220911Z",
     "start_time": "2025-09-03T11:29:05.941043Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "print(max(time),min(time)) #time的最大值和最小值\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)# bins表示直方图的组数\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# plt.xticks([])\n",
    "# plt.yticks([])\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "4bb43ece5c4d7076",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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AAAAAAAAAVAGTKwAAAAAAAAAAAAAAAFXA5AoAAAAAAAAAAAAAAIBUzv8P7bzNDbHv6+UAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11 饼图",
   "id": "303799c3223df628"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:55:45.306556Z",
     "start_time": "2025-01-06T02:55:45.236817Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# plt.pie(size, labels=label_list, colors=color, explode=explode, autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.5)#解释：autopct表示百分比格式，shadow表示饼是否有阴影，startangle表示起始角度，pctdistance表示百分比标签的位置离远点的距离\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "1fa4fdca53e6533",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 65
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
